{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/scalable-logo-recognition-in-real-world","title":"Scalable logo recognition in real-world images","arxiv_id":null,"date":"2011-04-17","proceeding":"ACM International Conference on Multimedia Retrieval 2011 4","authors":["Stefan Romberg","Lluis Garcia Pueyo","Rainer Lienhart","Roelof van Zwol"],"abstract":"In this paper we propose a highly effective and scalable framework for recognizing logos in images. At the core of our approach lays a method for encoding and indexing the relative spatial layout of local features detected in the logo images. Based on the analysis of the local features and the composition of basic spatial structures, such as edges and triangles, we can derive a quantized representation of the regions in the logos and minimize the false positive detections. Furthermore, we propose a cascaded index for scalable multi-class recognition of logos.\r\n\r\nFor the evaluation of our system, we have constructed and released a logo recognition benchmark which consists of manually labeled logo images, complemented with non-logo images, all posted on Flickr. The dataset consists of a training, validation, and test set with 32 logo-classes. We thoroughly evaluate our system with this benchmark and show that our approach effectively recognizes different logo classes with high precision.","url_abs":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/deliver/index/docId/61111/file/61111.pdf","url_pdf":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/deliver/index/docId/61111/file/61111.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[],"tasks":[{"task_slug":"logo-recognition","task_name":"Logo Recognition"}],"methods":[],"datasets_introduced":[{"slug":"flickrlogos-32","name":"FlickrLogos-32","full_name":""}],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}